{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0c10a4e1-7bf6-459f-9016-e800e0e69862",
   "metadata": {},
   "source": [
    "Chapter 7\n",
    "# 移动回归系数\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6284e3eb-d13c-40eb-a66d-c8f0a1dc4d58",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install yfinance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "32d6c6cc-187e-450e-80cc-ddf5ba27213c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Rolling regression\n",
    "\n",
    "import pandas as pd\n",
    "import pandas_datareader as web\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy.stats as stats\n",
    "# import pandas_datareader as web\n",
    "import statsmodels.api as sm\n",
    "import yfinance as yf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "12ffbe6c-896f-450a-b536-2fea90323a8a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  1 of 1 completed\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-08-01</th>\n",
       "      <td>19.87</td>\n",
       "      <td>20.20</td>\n",
       "      <td>19.53</td>\n",
       "      <td>20.06</td>\n",
       "      <td>20.06</td>\n",
       "      <td>151941000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02</th>\n",
       "      <td>21.90</td>\n",
       "      <td>23.33</td>\n",
       "      <td>21.54</td>\n",
       "      <td>23.30</td>\n",
       "      <td>23.30</td>\n",
       "      <td>348225000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03</th>\n",
       "      <td>23.19</td>\n",
       "      <td>23.67</td>\n",
       "      <td>22.84</td>\n",
       "      <td>23.21</td>\n",
       "      <td>23.21</td>\n",
       "      <td>204847500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-06</th>\n",
       "      <td>23.03</td>\n",
       "      <td>23.67</td>\n",
       "      <td>22.79</td>\n",
       "      <td>22.80</td>\n",
       "      <td>22.80</td>\n",
       "      <td>128464500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-07</th>\n",
       "      <td>22.92</td>\n",
       "      <td>25.83</td>\n",
       "      <td>22.61</td>\n",
       "      <td>25.30</td>\n",
       "      <td>25.30</td>\n",
       "      <td>463137000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Open   High    Low  Close  Adj Close     Volume\n",
       "Date                                                        \n",
       "2018-08-01  19.87  20.20  19.53  20.06      20.06  151941000\n",
       "2018-08-02  21.90  23.33  21.54  23.30      23.30  348225000\n",
       "2018-08-03  23.19  23.67  22.84  23.21      23.21  204847500\n",
       "2018-08-06  23.03  23.67  22.79  22.80      22.80  128464500\n",
       "2018-08-07  22.92  25.83  22.61  25.30      25.30  463137000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_levels_df = yf.download(['TSLA'], start='2018-08-01', end='2021-08-01')\n",
    "\n",
    "y_levels_df.round(2).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d30a2a4c-fb48-4cfe-b25b-702fca1df390",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_df = y_levels_df['Adj Close'].pct_change()\n",
    "y_df = y_df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cccad318-d990-4bbf-b496-d92d3f9c203a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  1 of 1 completed\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-08-01</th>\n",
       "      <td>2821.17</td>\n",
       "      <td>2825.83</td>\n",
       "      <td>2805.85</td>\n",
       "      <td>2813.36</td>\n",
       "      <td>2813.36</td>\n",
       "      <td>3501350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02</th>\n",
       "      <td>2800.48</td>\n",
       "      <td>2829.91</td>\n",
       "      <td>2796.34</td>\n",
       "      <td>2827.22</td>\n",
       "      <td>2827.22</td>\n",
       "      <td>3501380000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03</th>\n",
       "      <td>2829.62</td>\n",
       "      <td>2840.38</td>\n",
       "      <td>2827.37</td>\n",
       "      <td>2840.35</td>\n",
       "      <td>2840.35</td>\n",
       "      <td>3043690000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-06</th>\n",
       "      <td>2840.29</td>\n",
       "      <td>2853.29</td>\n",
       "      <td>2835.98</td>\n",
       "      <td>2850.40</td>\n",
       "      <td>2850.40</td>\n",
       "      <td>2879020000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-07</th>\n",
       "      <td>2855.92</td>\n",
       "      <td>2863.43</td>\n",
       "      <td>2855.92</td>\n",
       "      <td>2858.45</td>\n",
       "      <td>2858.45</td>\n",
       "      <td>3185440000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close  Adj Close      Volume\n",
       "Date                                                                 \n",
       "2018-08-01  2821.17  2825.83  2805.85  2813.36    2813.36  3501350000\n",
       "2018-08-02  2800.48  2829.91  2796.34  2827.22    2827.22  3501380000\n",
       "2018-08-03  2829.62  2840.38  2827.37  2840.35    2840.35  3043690000\n",
       "2018-08-06  2840.29  2853.29  2835.98  2850.40    2850.40  2879020000\n",
       "2018-08-07  2855.92  2863.43  2855.92  2858.45    2858.45  3185440000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_levels_df = yf.download(['^GSPC'], start='2018-08-01', end='2021-08-01')\n",
    "\n",
    "x_levels_df.round(2).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8f6fb2c2-f37c-498a-94b7-03e98eb5bd7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2018-08-02    0.004926\n",
       "2018-08-03    0.004644\n",
       "2018-08-06    0.003538\n",
       "2018-08-07    0.002824\n",
       "2018-08-08   -0.000262\n",
       "                ...   \n",
       "2021-07-26    0.002382\n",
       "2021-07-27   -0.004712\n",
       "2021-07-28   -0.000186\n",
       "2021-07-29    0.004206\n",
       "2021-07-30   -0.005406\n",
       "Name: Adj Close, Length: 754, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_df = x_levels_df['Adj Close'].pct_change()\n",
    "x_df = x_df.dropna()\n",
    "x_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "504460d3-1071-4703-8775-d1cc8bc2df35",
   "metadata": {},
   "outputs": [],
   "source": [
    "from statsmodels.regression.rolling import RollingOLS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b6daa7b9-adc4-4e5c-8bd1-19afa07afa60",
   "metadata": {},
   "outputs": [],
   "source": [
    "# add a column of ones\n",
    "X_df = sm.add_constant(x_df)\n",
    "\n",
    "rols = RollingOLS(y_df, X_df, window=100)\n",
    "rres = rols.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5de30200-e2f4-4ec1-9c7e-3d74f521e18f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "            const  Adj Close\n",
      "Date                        \n",
      "2018-08-02    NaN        NaN\n",
      "2018-08-03    NaN        NaN\n",
      "2018-08-06    NaN        NaN\n",
      "2018-08-07    NaN        NaN\n",
      "2018-08-08    NaN        NaN\n"
     ]
    }
   ],
   "source": [
    "params = rres.params\n",
    "print(params.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "aaf43662-1884-40fa-8d30-650e882f3351",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               const  Adj Close\n",
      "Date                           \n",
      "2021-07-26 -0.002049   1.814331\n",
      "2021-07-27 -0.001836   1.763753\n",
      "2021-07-28 -0.001417   2.008998\n",
      "2021-07-29 -0.000495   1.968453\n",
      "2021-07-30 -0.001326   1.499353\n"
     ]
    }
   ],
   "source": [
    "print(params.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6f776d90-bb80-47b0-824e-78227e5acb8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%% Visualization\n",
    "\n",
    "fig = rres.plot_recursive_coefficient() # variables=['SP500']\n",
    "plt.ylabel('Coefficient')\n",
    "plt.xticks(rotation = 45) # Rotates X-Axis Ticks by 45-degrees\n",
    "plt.axhline(y=0, color='r', linestyle='--')\n",
    "plt.axhline(y=1, color='r', linestyle='--')\n",
    "fig.tight_layout() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ffb6436a-5902-47d2-a0a8-03f5dd136d2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = rres.plot_recursive_coefficient(variables=['const'])\n",
    "plt.xticks(rotation = 45) # Rotates X-Axis Ticks by 45-degrees\n",
    "plt.axhline(y=0, color='r', linestyle='--')\n",
    "plt.ylabel('Constant')\n",
    "fig.tight_layout() "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
